MétaCan
Menu
Back to cohort
Record W4416732579 · doi:10.55248/gengpi.06.1125.3897

Child-Friendly Justice under the POCSO Act: A Critical Analysis of Implementation Barriers and Reform Imperatives

2025· article· W4416732579 on OpenAlexaboutno aff
Hardeep Kaur, Harshita Thalwal

Bibliographic record

VenueInternational Journal of Research Publication and Reviews · 2025
Typearticle
Language
FieldSocial Sciences
TopicChildren's Rights and Participation
Canadian institutionsnot available
Fundersnot available
KeywordsEconomic JusticeGovernment (linguistics)Work (physics)Context (archaeology)

Abstract

fetched live from OpenAlex

The Protection of Children from Sexual Offences (POCSO) Act, 2012, represents India's legislative commitment to child-friendly justice, aiming to protect child survivors from secondary victimization during legal proceedings.This paper provides a critical analysis of the implementation of the child-friendly procedures under the act.This research uses a doctrinal methodology to examines statutes, case law, government reports, and scholarly commentary to evaluate the gap between the Act's progressive provisions and its practical application.The findings indicate that the Act's implementation is systemically undermined by three primary failures: significant infrastructural deficits, including the lack of truly child-friendly Special Courts; critical gaps in psycho-social support, particularly the ineffective provision of Support Persons; and procedural insensitivities from key stakeholders that result in the re-traumatization of the child.The study furthermore offers a comparative analysis with frameworks in the United Kingdom and Canada to identify international best practices.The paper concludes that without comprehensive reforms to address these institutional, infrastructural, and procedural failings, the child-friendly promise of the POCSO Act remains largely unrealised.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.862
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.092
GPT teacher head0.547
Teacher spread0.456 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Research Publication and ReviewsSame topicChildren's Rights and ParticipationFrench-language works237,207